There are multiple indicators and graphs to evaluate the performance of a classifier :

• Precision, Recall and F-mesure
• Sensibility and Specificity
• Cumulative Accuracy Profile (CAP) curves and Accuracy Ratio
• Receiver Operating Characteristic (ROC) curves and AUR value